The microwave beeped, announcing the demise of the Lean Cuisine. Sarah slammed the door shut, the plastic tray wobbling precariously on the rotating glass. Another evening, another solitary dinner in her childhood bedroom, now plastered with framed pictures of her younger self grinning obliviously. She stabbed a forkful of chicken with unnecessary force. Three months. Three months since she'd been forced to retreat back to this suffocating space, a casualty of the job market and dwindling savings. Her mother's cheerful inquiries about her job search grated on her. "Still no luck, sweetie?" The saccharine sweetness was enough to make her teeth ache.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irate vector is projected through the unembedding matrix.

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253